GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes
Haozhe Lin, Chunyu Wei, Li He, Yuchen Guo, Yunqi Zhao, Shanglong Li, Lu Fang
2024Year
2Top-tier citations
Abstract
Figure 1. A representative scene Water Sprinkling Festival from GigaTraj dataset. Hundreds of pedestrians interacted within a ∼ 4×10 4 m 2 area, observed through a gigapixel-level camera array and annotated with minute-level long-term trajectories. Bounding boxes, IDs, world coordinates, group and interaction relationships, and scene semantics are annotated for predicting the minute-level long-term trajectory of hundreds of pedestrians in gigapixel complex scenes.
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Cited by top-tier papers2
- SparseFormer: Detecting Objects in HRW Shots via Sparse Vision TransformerWenxi Li, Yuchen Guo, Jilai Zheng, Haozhe Lin et al.ACM MM 2024 · 3 citations
- GigaMoE: Sparsity-Guided Mixture of Experts for Efficient Gigapixel Object DetectionXiang Li, Wenxi Li, Yuetong Wang, Chenyang Lyu et al.AAAI 2026 · 1 citation
Builds on9
- STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory PredictionYingfan Huang, Huikun Bi, Zhaoxin Li, Tianlu Mao et al.ICCV 2019 · 615 citations
- Remember Intentions: Retrospective-Memory-based Trajectory PredictionChenxin Xu, Weibo Mao, Wenjun Zhang, Siheng ChenCVPR 2022 · 140 citations
- LOKI: Long Term and Key Intentions for Trajectory PredictionHarshayu Girase, Haiming Gang, Srikanth Malla, Jiachen Li et al.ICCV 2021 · 102 citations
- MUSE-VAE: Multi-Scale VAE for Environment-Aware Long Term Trajectory PredictionMihee Lee, Samuel S. Sohn, Seonghyeon Moon, Sejong Yoon et al.CVPR 2022 · 70 citations
- Social Interpretable Tree for Pedestrian Trajectory PredictionLiushuai Shi, Le Wang, Chengjiang Long, Sanping Zhou et al.AAAI 2022 · 56 citations
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